利用人工智能技术表征PM硼钢液相烧结过程的机理

IF 1.9 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Powder Metallurgy Pub Date : 2022-03-25 DOI:10.1080/00325899.2022.2055888
Simon Gélinas, C. Blais
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引用次数: 1

摘要

粉末冶金(PM)部件的液相烧结(LPS)是一种公认的策略,以提高致密的压制和烧结的压坯。本研究报告了Fe-Ni-Mn-C-B主合金(MA)作为硼载体与两种预先与Mo合金的铁基粉末结合使用时液相形成的研究。通过差示扫描量热法测试,人工智能辅助下的微观结构定量,以及烧结密度和强度作为烧结温度函数的测量,有可能揭示LPS之前和过程中发生的机制。结果证实,在达到共晶反应形成液体所需的温度之前,在固态中发生了一系列事件。此外,预合金Mo含量被确定为改变LPS启动的一个因素,而不是LPS机制本身。
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Characterisation of the mechanisms taking place during liquid phase sintering of PM boron steels with the help of artificial intelligence
ABSTRACT Liquid phase sintering (LPS) of powder metallurgy (PM) components is a well-recognised strategy to enhance the densification of pressed-and-sintered compacts. This work reports the investigation on the liquid phase formation when a Fe–Ni–Mn–C–B master alloy (MA) is used as a boron carrier in combination with two iron base powders pre-alloyed with Mo. Through differential scanning calorimetry tests, quantitation of the microstructure with the help of artificial intelligence, as well as measurement of sintered density and strength as a function of sintering temperature, it was possible to unravel the mechanisms that take place before and during LPS. It was confirmed that a cascade of events takes place in the solid state prior to reaching the temperature necessary for a eutectic reaction to form a liquid. Additionally, the pre-alloyed Mo content was identified as a factor that modifies the initiation of LPS but not the LPS mechanisms per se.
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来源期刊
Powder Metallurgy
Powder Metallurgy 工程技术-冶金工程
CiteScore
2.90
自引率
7.10%
发文量
30
审稿时长
3 months
期刊介绍: Powder Metallurgy is an international journal publishing peer-reviewed original research on the science and practice of powder metallurgy and particulate technology. Coverage includes metallic particulate materials, PM tool materials, hard materials, composites, and novel powder based materials.
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